{"id":37819,"date":"2021-02-08T00:00:34","date_gmt":"2021-02-07T16:00:34","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=37819"},"modified":"2021-12-10T11:50:46","modified_gmt":"2021-12-10T03:50:46","slug":"%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e7%9a%84%e9%81%8e%e5%8e%bb%e3%80%81%e7%8f%be%e5%9c%a8%e8%88%87%e6%9c%aa%e4%be%86","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=37819","title":{"rendered":"\u4eba\u5de5\u667a\u6167\u7684\u904e\u53bb\u3001\u73fe\u5728\u8207\u672a\u4f86"},"content":{"rendered":"<div class=\"single-post-media clr\">\n<div class=\"post-thumbnail\"><img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/highscope.ch.ntu.edu.tw\/wordpress\/wp-content\/uploads\/2021\/02\/%E9%99%B3%E5%AE%9C%E6%AC%A3.jpg\" alt=\"\u4eba\u5de5\u667a\u6167\u7684\u904e\u53bb\u3001\u73fe\u5728\u8207\u672a\u4f86\" width=\"500\" height=\"335\" \/><\/div>\n<\/div>\n<div class=\"entry clr\">\n<div class=\"pf-content\">\n<p><strong>\u8b1b\u8005\uff0f<\/strong><strong>\u9673\u5b9c\u6b23<\/strong><strong>\uff08\u570b\u7acb\u6e05\u83ef\u5927\u5b78\u8cc7\u8a0a\u5de5\u7a0b\u5b78\u7cfb\u526f\u6559\u6388\uff09\uff5c\u5f59\u6574\uff0f\u8449\u73ca\u7440<br \/>\n<\/strong><strong>\u6574\u7406\u81ea<\/strong><strong>2020.03.18<\/strong><strong>\u3008<\/strong><strong>AI<\/strong><strong>\u5831\u4f60\u77e5\uff0e\u540c\u540d\u3009<\/strong><\/p>\n<p><strong>\u4ec0\u9ebc\u662f\u4eba\u5de5\u667a\u6167<\/strong><\/p>\n<p>\u4eba\u5de5\u667a\u6167\uff08Artificial Intelligence\uff0cAI\uff09\uff0c\u4e5f\u5c31\u662f\u300c\u4eba\u9020\u7684\u667a\u6167\u300d\u9019\u7a2e\u6982\u5ff5\uff0c\u5176\u5be6\u4e26\u4e0d\u65b0\u7a4e\u3002\u4f8b\u5982\uff1a\u897f\u5143\u524d\u56db\u4e16\u7d00\u7684\u5e0c\u81d8\u795e\u8a71\u4e2d\uff0c\u4fdd\u8b77\u514b\u91cc\u7279\u5cf6\u514d\u53d7\u6d77\u76dc\u6216\u5176\u4ed6\u5165\u4fb5\u8005\u4fb5\u5bb3\u7684\u9752\u9285\u88fd\u5de8\u578b\u6a5f\u5668\u4eba\uff1b\u6216\u300a\u5217\u5b50\uff0e\u6e6f\u554f\u300b\u4e2d\uff0c\u4e00\u540d\u540d\u53eb\u5043\u5e2b\u7684\u5de5\u5320\u5c07\u81ea\u5df1\u6240\u9020\u3001\u80fd\u6b4c\u5584\u821e\u7684\u4eba\u5076\u9032\u737b\u7d66\u5468\u7a46\u738b\u3002\u5728\u5728\u986f\u793aAI\u7e31\u4f7f\u6700\u521d\u53ea\u662f\u4ee5\u795e\u8a71\u3001\u50b3\u8aaa\u7684\u65b9\u5f0f\u5b58\u5728\uff0c\u4f46\u65e9\u5df2\u6df1\u690d\u5728\u4eba\u985e\u5171\u540c\u7684\u60f3\u50cf\u4e2d\u3002<\/p>\n<p>\u7136\u800c\u4e00\u76f4\u8981\u5230\u8fd1\u4ee3\uff0c1945\u5e74\u5927\u578b\u96fb\u8166ENIAC\u554f\u4e16\u30011950\u5e74\u5716\u9748\u63d0\u51fa\u8457\u540d\u7684\u300c\u5716\u9748\u6e2c\u8a66\u300d\u30011956\u5e74\u300c\u9054\u7279\u8305\u65af\u6703\u8b70\u300d\uff08Dartmouth workshop\uff09\u53ec\u958b\uff0c\u4e00\u9023\u4e32\u7684\u4e8b\u4ef6\u5f8c\uff0cAI\u4e00\u8a5e\u624d\u6b63\u5f0f\u88ab\u5b9a\u4e0b\u4f86\uff0c\u4e26\u6210\u70ba\u4e00\u9580\u7368\u7acb\u7684\u7814\u7a76\u5b78\u79d1\u3002\u4eba\u5011\u5c0dAI\u7684\u671f\u671b\u4e5f\u7531\u8207\u4eba\u985e\u76f8\u7576\uff0c\u80fd\u5920\u900f\u904e\u89c0\u5bdf\u4f5c\u51fa\u56de\u61c9\u3001\u627e\u51fa\u6700\u4f73\u7b56\u7565\u3001\u63a8\u8ad6\u8207\u898f\u5283\u3001\u5b78\u7fd2\u8207\u8abf\u9069\u7b49\u300c\u6709\u667a\u6167\u300d\u884c\u70ba\u7684\u5f37AI\uff08strong AI\uff09\uff0c\u8f49\u8b8a\u70ba\u50c5\u5728\u7279\u5b9a\u4efb\u52d9\u4e0a\u8868\u73fe\u51fa\u8272\u7684\u5f31AI\uff08weak AI\uff09\u3002<\/p>\n<p><strong>\u4eba\u5de5\u667a\u6167\u7684\u8208\u8870<\/strong><\/p>\n<p>1950~1960 \u840c\u82bd\u671f\uff1aAI\u7b2c\u4e00\u6b21\u8208\u8d77\u662f\u5728\u5716\u9748\u6e2c\u8a66\u525b\u88ab\u63d0\u51fa\u4e4b\u969b\uff0c\u79d1\u5e7b\u5c0f\u8aaa\u5bb6\u827e\u897f\u83ab\u592b\u66f4\u5728\u77ed\u7bc7\u4e2d\u63d0\u51fa\u4e86\u8457\u540d\u7684\u300c\u6a5f\u5668\u4eba\u5b78\u4e09\u5927\u5b9a\u5f8b\u300d\uff0c\u53cd\u6620\u4e86\u7576\u6642\u4eba\u5011\u5c0d\u6a5f\u5668\u4eba\u7684\u964c\u751f\u8207\u6050\u61fc\u3002\u4e5f\u662f\u5728\u9019\u500b\u6642\u671f\uff0c\u6709\u4e86\u7b2c\u4e00\u5834AI\u897f\u6d0b\u68cb\u6bd4\u8cfd\u8207\u65e5\u5f8c\u5e38\u88ab\u7528\u65bcAI\u958b\u767c\u7684\u7a0b\u5f0f\u8a9e\u8a00\u2500\u2500LISP\u3002<\/p>\n<p>1960~1970\u9ec3\u91d1\u5e74\u4ee3\uff1aAI\u7814\u7a76\u56e0\u70ba\u7f8e\u570b\u653f\u5e9c\u6295\u5165\u5927\u91cf\u7d93\u8cbb\u800c\u6210\u70ba\u4e00\u6642\u986f\u5b78\u3002Herbert Simon\u66fe\u9810\u6e2c\u6a5f\u5668\u572820\u5e74\u5167\u5c31\u80fd\u5b8c\u6210\u4eba\u985e\u529b\u6240\u80fd\u53ca\u4e4b\u4e8b\uff0cMarvin Minsky\u66f4\u5927\u81bd\u9810\u6e2cAI\u76f8\u95dc\u7684\u554f\u984c\u53ef\u4ee5\u572810\u5e74\u5167\u5f97\u5230\u89e3\u65b9\u3002<\/p>\n<p>1970~1980\u7b2c\u4e00\u500b\u5bd2\u51ac\uff1a\u5c07\u4eba\u985e\u77e5\u8b58\u7cfb\u7d71\u5316\u7684\u5de5\u7a0b\u904e\u65bc\u6d69\u5927\uff0c\u9032\u5c55\u6bd4\u671f\u671b\u7de9\u6162\u800c\u7121\u6cd5\u53ca\u6642\u56de\u61c9\u5927\u773e\u5c0dAI\u7684\u7a2e\u7a2e\u671f\u671b\uff0c\u65bc\u662f\u9677\u5165\u4f4e\u6f6e\u30021980\u5e74\uff0c\u54f2\u5b78\u5bb6John Searle\u66f4\u63d0\u51fa\u4e86\u8457\u540d\u7684\u300c\u4e2d\u6587\u623f\u9593\u8ad6\u8b49\u300d\uff08Chinese Room Argument\uff09\uff0c\u4e3b\u5f35\u4e00\u53f0\u96fb\u8166\u53ef\u4ee5\u53ea\u662f\u76f2\u76ee\u5730\u9075\u5f9e\u6307\u4ee4\u3001\u7d66\u51fa\u5408\u4e4e\u60c5\u7406\u7684\u4e2d\u6587\u56de\u61c9\uff0c\u800c\u5b8c\u5168\u4e0d\u61c2\u4e2d\u6587\uff0c\u51f8\u986f\u4e86\u5716\u9748\u6e2c\u8a66\u7684\u4fb7\u9650\u3002\u5b78\u8005\u5011\u767c\u73fe\u904e\u5f80\u592a\u5c0f\u770b\u4eba\u985e\u667a\u6167\uff0c\u6c7a\u5b9a\u7e2e\u5c0f\u7bc4\u570d\uff0c\u4ee5\u300c\u5c08\u5bb6\u7cfb\u7d71\u300d\u70ba\u76ee\u6a19\u3002<\/p>\n<p>1980~1990\u5c08\u5bb6\u7cfb\u7d71\uff1a\u5c08\u5bb6\u7cfb\u7d71\u662f\u6307\u5c07\u4eba\u985e\u5c08\u5bb6\u6240\u64c1\u6709\u7684\u77e5\u8b58\u898f\u5247\u3001\u689d\u5217\u5316\uff0c\u6210\u70ba\u96fb\u8166\u53ef\u4ee5\u641c\u5c0b\u3001\u63a8\u8ad6\u7684\u5f62\u5f0f\u3002\u6700\u521d\u7684\u69cb\u60f3\u662f\u5efa\u9020\u51fa\u4e00\u5957\u80fd\u5354\u52a9\u91ab\u5b78\u75be\u75c5\u8a3a\u65b7\u7684\u7cfb\u7d71\u3002\u7136\u800c\u56e0\u70ba\u4eba\u985e\u5c08\u5bb6\u70ba\u907f\u514d\u88ab\u53d6\u4ee3\u800c\u85cf\u79c1\uff0c\u5efa\u7f6e\u4e0d\u6613\u7684\u5c08\u5bb6\u7cfb\u7d71\u572880\u5e74\u4ee3\u672b\u671f\u6f38\u6f38\u6de1\u51fa\uff0cAI\u65bc\u662f\u53c8\u9032\u5165\u4e86\u7b2c\u4e8c\u500b\u5bd2\u51ac\u3002<\/p>\n<p>1997\u7b2c\u4e8c\u6ce2\u4eba\u5de5\u667a\u6167\uff1a\u591a\u6578\u5b78\u8005\u6539\u8b8a\u7b56\u7565\uff0c\u653e\u68c4\u5f37AI\uff0c\u5411\u5f31AI\u9760\u650f\u3002\u7576\u6642\u6709\u5169\u5927\u63a8\u9032\u529b\uff1a\u7db2\u969b\u7db2\u8def\u7684\u5d1b\u8d77\u4f7f\u5f97\u8cc7\u6599\u7684\u5206\u4eab\u8207\u8490\u96c6\u8b8a\u5f97\u5bb9\u6613\uff1b\u53e6\u4e00\u65b9\u9762\uff0cGPU\uff08Graphics Processing Unit\uff0c\u5716\u50cf\u8655\u7406\u5668\uff09\u7684\u767c\u5c55\uff0c\u4e5f\u4ee4\u96fb\u8166\u7684\u904b\u7b97\u80fd\u529b\u5927\u5e45\u8e8d\u9032\u3002<\/p>\n<p><strong>\u96fb\u8166\u8207\u4eba\u7684\u7af6\u8cfd<\/strong><\/p>\n<p>AI\u518d\u5ea6\u8208\u8d77\u4e4b\u5f8c\uff0c\u5c62\u5c62\u8dcc\u7834\u4eba\u985e\u7684\u773c\u93e1\u3002\u59821997\u5e74\uff0cIBM\u6240\u958b\u767c\u7684\u300c\u6df1\u85cd\u300d\uff08DeepBlue\uff09 \u6253\u6557\u7576\u6642\u7684\u897f\u6d0b\u68cb\u4e16\u754c\u68cb\u738bGarry Kasparov\uff1b2005\u5e74\uff0c\u4e8c\u5ea6\u8209\u8fa6\u7684\u7f8e\u570b\u300c\u570b\u9632\u9ad8\u7b49\u7814\u7a76\u8a08\u5283\u7f72\u81ea\u99d5\u8eca\u7af6\u8cfd\u300d\uff08DARPA Grand Challenge\uff09\u7531\u53f2\u4e39\u4f5b\u5927\u5b78\u7684\u5718\u968a\u596a\u51a0\uff0c\u5176\u6240\u958b\u767c\u51fa\u7684\u81ea\u99d5\u8eca\u6210\u529f\u5728\u6c99\u6f20\u4e2d\u81ea\u4e3b\u884c\u99db240\u516c\u91cc\uff1b2007\u5e74\uff0c\u540c\u6a23\u7684\u7af6\u8cfd\u5347\u7d1a\u70ba\u300c\u90ca\u5340\u6311\u6230\u8cfd\u300d\uff08DARPA Urban Challenge\uff09\uff0c\u7531\u5361\u5167\u57fa\u6885\u9686\u5927\u5b78\u7684\u5718\u968a\u596a\u51a0\uff0c\u6210\u529f\u5728\u516d\u5c0f\u6642\u5167\u65bc\u9109\u9593\u9053\u8def\u4e0a\u81ea\u4e3b\u884c\u99db96\u516c\u91cc\uff1b2011\u5e74\uff0cIBM\u8a2d\u8a08\u7684\u300c\u83ef\u68ee\u300d\uff08Watson\uff09\u6a5f\u5668\u4eba\u6253\u6557\u4eba\u985e\u6311\u6230\u8005\uff0c\u8d0f\u5f97\u76ca\u667a\u96fb\u8996\u7bc0\u76ee\u300a\u5371\u6a5f\u908a\u7de3\u300b\uff08Jeopardy!\uff09\u7684\u51a0\u8ecd\u3002<\/p>\n<p>\u9019\u4e9b\u7af6\u8cfd\u5c55\u73fe\u4e86AI\u7684\u5be6\u529b\uff0c\u4f46\u4e00\u76f4\u52302016\u5e74\uff0cAlphaGo\u64ca\u6557\u4eba\u985e\u570d\u68cb\u51a0\u8ecd\u5f8c\uff0c\u65b9\u624d\u5f15\u8d77\u4e16\u4eba\u7684\u95dc\u6ce8\u3002\u56e0\u70ba\u570d\u68cb\u6709\u8457\u6bd4\u897f\u6d0b\u68cb\u7b49\u68cb\u985e\u904a\u6232\u66f4\u8907\u96dc\u7684\u898f\u5247\u8207\u53ef\u80fd\u6027\uff0c\u4e00\u76f4\u88ab\u8a8d\u70ba\u662f\u4eba\u985e\u6700\u5f8c\u7684\u5821\u58d8\u30022017\u5e74\uff0cGoogle Duplex\u751f\u6d3b\u52a9\u7406\u5df2\u7d93\u53ef\u4ee5\u5354\u52a9\u4f7f\u7528\u8005\u8655\u7406\u5404\u7a2e\u751f\u6d3b\u4e2d\u5e38\u898b\u7684\u7463\u788e\u96dc\u4e8b\uff0c\u4e26\u5728\u61c9\u5c0d\u4e0a\u5df2\u7d93\u8207\u4eba\u985e\u4e92\u52d5\u76f8\u4eff\u30022018\u5e74\uff0cIBM\u7684\u6a5f\u5668\u4eba Project 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